# Entity Matching on Phone 10% labeled train (test) Source: [Entity Matching on Phone 10% labeled train (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:06.157Z Evaluation of Entity Matching performance on the test split derived from the Phone dataset, using the 10% labeled training subset. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Entity Matching | | Dataset (including any stated split) | Phone 10% labeled train (test) | | Metric | F1 Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [F1 Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | HIF+DT | 0.949 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+KATID3 | 0.945 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+KATXGB | 0.944 | Not recorded | 68fa6a1c1e209131cea25f28 | | Magellan | 0.936 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-HYB | 0.919 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-ALONE | 0.918 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-WBOW | 0.916 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-RNN | 0.9 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-EMB | 0.899 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LR | 0.875 | Not recorded | 68fa6a1c1e209131cea25f28 | | HierMatcher | 0.862 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-ATT | 0.803 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LN | 0.722 | Not recorded | 68fa6a1c1e209131cea25f28 | ### HIF+DT F1 Score: 0.949. Result ID: 698e0bedffc3901de09a5ec1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+KATID3 F1 Score: 0.945. Result ID: 698e0bedffc3901de09a5ec2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+KATXGB F1 Score: 0.944. Result ID: 698e0bedffc3901de09a5ec3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Magellan F1 Score: 0.936. Result ID: 698e0bedffc3901de09a5ec0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-HYB F1 Score: 0.919. Result ID: 698e0bedffc3901de09a5ebe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-ALONE F1 Score: 0.918. Result ID: 698e0bedffc3901de09a5ec8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-WBOW F1 Score: 0.916. Result ID: 698e0bedffc3901de09a5ec6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-RNN F1 Score: 0.9. Result ID: 698e0bedffc3901de09a5ebc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-EMB F1 Score: 0.899. Result ID: 698e0bedffc3901de09a5ec7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+LR F1 Score: 0.875. Result ID: 698e0bedffc3901de09a5ec5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HierMatcher F1 Score: 0.862. Result ID: 698e0bedffc3901de09a5ebf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-ATT F1 Score: 0.803. Result ID: 698e0bedffc3901de09a5ebd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+LN F1 Score: 0.722. Result ID: 698e0bedffc3901de09a5ec4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.